Giter VIP home page Giter VIP logo

carnd-traffic-sign-classifier-project's Introduction

Project: Build a Traffic Sign Recognition Program

Udacity - Self-Driving Car NanoDegree

Overview

This project is submitted as part of the Udacity Self Driving Car Nanodegree program.

Please refer the Write-Up for the submission check points and the responses/findings.

The code is available both in Notebook and HTML format.

In this project, we use deep neural networks and convolutional neural networks to classify traffic signs. We will train and validate a model so it can classify traffic sign images using the German Traffic Sign Dataset. After the model is trained, we will then try out your model on images of German traffic signs that we find on the web.

The Project

The goals / steps of this project are the following:

  • Load the data set
  • Explore, summarize and visualize the data set
  • Pre-process the data including Augmentation.
  • Design, train and test a model architecture
  • Use the model to make predictions on new images
  • Analyze the softmax probabilities of the new images
  • Summarize the results with a written report

Dependencies

This lab requires:

The lab environment can be created with CarND Term1 Starter Kit. Click here for the details.

carnd-traffic-sign-classifier-project's People

Contributors

andrewpaster avatar antorsae avatar awbrown90 avatar baumanab avatar brok-bucholtz avatar citlaligm avatar davidawad avatar domluna avatar dsilver829 avatar josemacenteno avatar mvirgo avatar ryan-keenan avatar sujithvn avatar swwelch avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.